[go: up one dir, main page]
More Web Proxy on the site http://driver.im/

US20180337806A1 - Methods and Circuits for Adaptive Equalization - Google Patents

Methods and Circuits for Adaptive Equalization Download PDF

Info

Publication number
US20180337806A1
US20180337806A1 US15/978,506 US201815978506A US2018337806A1 US 20180337806 A1 US20180337806 A1 US 20180337806A1 US 201815978506 A US201815978506 A US 201815978506A US 2018337806 A1 US2018337806 A1 US 2018337806A1
Authority
US
United States
Prior art keywords
signal
count
receiver
equalizer
data
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
US15/978,506
Other versions
US10291440B2 (en
Inventor
Ramin Farjad-Rad
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Rambus Inc
Original Assignee
Rambus Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Rambus Inc filed Critical Rambus Inc
Priority to US15/978,506 priority Critical patent/US10291440B2/en
Publication of US20180337806A1 publication Critical patent/US20180337806A1/en
Assigned to RAMBUS INC reassignment RAMBUS INC ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: FARJAD-RAD, RAMIN
Priority to US16/394,752 priority patent/US10581648B2/en
Application granted granted Critical
Publication of US10291440B2 publication Critical patent/US10291440B2/en
Priority to US16/791,070 priority patent/US10880131B2/en
Priority to US17/101,657 priority patent/US11153133B2/en
Priority to US17/482,659 priority patent/US11665028B2/en
Anticipated expiration legal-status Critical
Expired - Lifetime legal-status Critical Current

Links

Images

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/03Shaping networks in transmitter or receiver, e.g. adaptive shaping networks
    • H04L25/03006Arrangements for removing intersymbol interference
    • H04L25/03159Arrangements for removing intersymbol interference operating in the frequency domain
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/03Shaping networks in transmitter or receiver, e.g. adaptive shaping networks
    • H04L25/03006Arrangements for removing intersymbol interference
    • H04L25/03012Arrangements for removing intersymbol interference operating in the time domain
    • H04L25/03019Arrangements for removing intersymbol interference operating in the time domain adaptive, i.e. capable of adjustment during data reception
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/03Shaping networks in transmitter or receiver, e.g. adaptive shaping networks
    • H04L25/03006Arrangements for removing intersymbol interference
    • H04L25/03343Arrangements at the transmitter end
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/03Shaping networks in transmitter or receiver, e.g. adaptive shaping networks
    • H04L25/03878Line equalisers; line build-out devices
    • H04L25/03885Line equalisers; line build-out devices adaptive
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F1/00Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
    • G06F1/04Generating or distributing clock signals or signals derived directly therefrom
    • G06F1/10Distribution of clock signals, e.g. skew
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/03Arrangements for converting the position or the displacement of a member into a coded form
    • G06F3/041Digitisers, e.g. for touch screens or touch pads, characterised by the transducing means
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B10/00Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/40Transceivers
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B3/00Line transmission systems
    • H04B3/02Details
    • H04B3/04Control of transmission; Equalising
    • H04B3/14Control of transmission; Equalising characterised by the equalising network used
    • H04B3/143Control of transmission; Equalising characterised by the equalising network used using amplitude-frequency equalisers
    • H04B3/145Control of transmission; Equalising characterised by the equalising network used using amplitude-frequency equalisers variable equalisers
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00Arrangements for detecting or preventing errors in the information received
    • H04L1/004Arrangements for detecting or preventing errors in the information received by using forward error control
    • H04L1/0056Systems characterized by the type of code used
    • H04L1/0071Use of interleaving
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/03Shaping networks in transmitter or receiver, e.g. adaptive shaping networks
    • H04L25/03006Arrangements for removing intersymbol interference
    • H04L2025/03592Adaptation methods
    • H04L2025/03598Algorithms
    • H04L2025/03681Control of adaptation
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L25/00Baseband systems
    • H04L25/02Details ; arrangements for supplying electrical power along data transmission lines
    • H04L25/08Modifications for reducing interference; Modifications for reducing effects due to line faults ; Receiver end arrangements for detecting or overcoming line faults
    • H04L25/085Arrangements for reducing interference in line transmission systems, e.g. by differential transmission

Definitions

  • FIG. 1 depicts a communication system 100 in accordance with one embodiment.
  • Receiver 110 additionally includes a data filter 150 that selectively enables amplitude detector 140 .
  • Data filter 150 causes amplitude detector 140 to measure and record the amplitude of a subset of possible data patterns, such as those associated with higher frequencies.
  • Amplitude detector 140 includes, in this embodiment, a sampler 215 , a digital-to-analog converter (DAC) 220 , and a ratio circuit 225 .
  • sampler 215 samples signal Veq with respect to a threshold voltage Vth, asserting a second sampled data signal Veq>Vth if the amplitude of signal Veq is greater than threshold voltage Vth at the sample instant defined by sample clock Sclk.
  • the amplitude of signal Veq can thus be measured by comparing the amplitude of signal Veq with a range of threshold voltages Vth.
  • a DAC 555 converts the digital equalization setting Eq from, in this embodiment, adaptive control logic 145 to a gate voltage for transistor 540 .
  • the value of the equalization setting thus determines the resistance between the drains of transistors 515 and 520 , and consequently the shape of the gain curve of equalizer stage 500 .
  • the higher the resistance between the sources of transistors 515 and 520 the more extreme the gain curve of stage 500 over the frequency range of interest.
  • the output voltage from DAC 555 decreases as setting Eq increases from 000000 to 100000, remaining constant for higher counts. These maximum counts represent highest resistance between the sources of transistors 515 and 520 , and consequently maximum equalization for stage 500 .

Landscapes

  • Engineering & Computer Science (AREA)
  • Power Engineering (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Dc Digital Transmission (AREA)
  • Cable Transmission Systems, Equalization Of Radio And Reduction Of Echo (AREA)

Abstract

An integrated circuit equalizes a data signal expressed as a series of symbols. The symbols form data patterns with different frequency components. By considering these patterns, the integrated circuit can experiment with equalization settings specific to a subset of the frequency components, thereby finding an equalization control setting that optimizes equalization. Optimization can be accomplished by setting the equalizer to maximize symbol amplitude.

Description

    FIELD OF THE INVENTION
  • The present invention relates generally to the field of communications, and more particularly to high speed electronic signaling within and between integrated circuit devices.
  • BACKGROUND
  • Serial communication links that employ channels that exhibit low pass filter effects often use transmit pre-emphasis, receiver equalization, or a combination of the two to overcome the loss of high-frequency signal components. Adaptive transmit pre-emphasis or receive equalization may be used for marginal links or links whose transfer characteristic change over time. In either case, the received signal quality may be measured at the receiver. Adaptive transmit pre-emphasis schemes may therefore use some form of back-channel communication to relay indicia of signal quality back to the transmitter. Unfortunately, the need for a backchannel renders the design and implementation of adaptive pre-emphasis challenging and complex. Also important, some integrated circuits that receive data via a serial link may not include a compatible backchannel receiver with which to communicate. The transmit and receive circuitry may be parts of integrated circuits from different vendors, for example, in which case the two vendors would have to agree in advance upon a backchannel communication scheme and design their circuitry accordingly. Such collaboration may be impractical.
  • Adaptive receive equalization does not require backchannel communication, and thus avoids many of the problems inherent in adaptive transmit pre-emphasis. Optimum pre-emphasis and equalization settings are data specific, however, because different data patterns have different spectral content, and thus are affected differently by low-pass characteristics of the channel. As a first-order approximation, the higher the frequency, the greater the attenuation. Transmitters “know” the transmitted data pattern in advance, and thus can tailor the transmit pre-emphasis to the data; in contrast, receivers do not know the received data pattern in advance, so adaptive equalization that addresses changes to the incoming data is much more difficult.
  • Some adaptive receive equalization schemes measure the power density of received signals at two frequencies and adjust the receive equalizer to maintain some desired ratio of the two power densities. Unfortunately, such schemes may not provide appropriate levels of equalization for frequencies other than those monitored. Furthermore, noise at a monitored frequency contributes to the measured power density, and consequently results in erroneous equalizer settings. There is therefore a need for receive equalization systems and methods that are more responsive to received data patterns and less sensitive to noise.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • The present invention is illustrated by way of example, and not by way of limitation, in the figures of the accompanying drawings and in which like reference numerals refer to similar elements and in which:
  • FIG. 1 depicts a communication system 100 in accordance with one embodiment.
  • FIG. 2 depicts a receiver in accordance with an embodiment.
  • FIG. 3 depicts a flowchart illustrating a convergence algorithm 300 that may be used by adaptive control logic 145 and amplitude detector 140 of FIG. 1 or 2 to select an equalization setting for equalizer 125, in accordance with some embodiments.
  • FIG. 4 is a flowchart illustrating a tracking algorithm 400, which may be used by adaptive control logic 145 of FIG. 1 or 2 in accordance with some embodiments.
  • FIG. 5 schematically depicts an equalizer that may be used to implement equalizer 125 in accordance with one embodiment.
  • FIG. 6 schematically depicts a bias-voltage generator for use with equalizer 125 of FIG. 5.
  • FIG. 7 schematically depicts a DAC and sampler that may be used to implement DAC 220 and sampler 215 of FIG. 2 in accordance with one embodiment.
  • FIG. 8 details an embodiment of clock reduction circuitry that may be used to implement the clock reduction circuitry 200 of FIG. 2, which reduces the frequency of data clock Dclk by a factor of e.g. four and creates sample clock Sclk edge aligned with data clock Dclk.
  • FIG. 9 depicts data filter that may be used to implement the data filter 150 of FIG. 1 in accordance with one embodiment.
  • DETAILED DESCRIPTION
  • FIG. 1 depicts a communication system 100 in accordance with one embodiment.
  • System 100 includes a transmitter 105 that transmits a differential data signal Vin (Vin_p/Vin_n) to a receiver 110 via a differential channel 115. A conventional transmitter may be employed as transmitter 105, so a detailed treatment is omitted here for brevity. Transmitter 105 optionally includes transmit pre-emphasis circuitry to dynamically adjust the data signal Vin to reduce signal distortion caused by the effects of channel 115. Such transmit pre-emphasis circuitry may include, for example, a multi-tap transmit amplifier 120 adapted to cause the voltage amplitudes of the data symbols of signal Vin to be selectively increased or decreased based on the data values of pre and/or post cursor data symbols.
  • Communication system 100 also includes a receiver 110 that receives data signal Vin. Receiver 110 includes an equalizer 125 that equalizes data signal Vin to produce an equalized signal Veq. Equalizer 125 adjusts the magnitude (e.g., voltage and/or current) of at least some data symbols in data signal Vin. In some embodiments, equalizer 125 selectively adjusts the voltage amplitude of at least some of the data symbols in data signal Vin. In some embodiments, equalizer 125 selectively adjusts the current used to express at least some of the data symbols in data signal Vin. In one embodiment, equalizer 125 receives signal Vin, via a differential input port, and amplifies signal Vin using a range of amplification factors, with higher frequency components of Vin being treated to higher amplification factors. If channel 115 exhibits a low pass filter effect, then such an equalizer may be used to, for example, compensate for the low-pass nature of channel 115. In that case, the degree to which equalizer 125 amplifies higher frequency signals relative to lower frequency signals can be adjusted via an equalizer input port Eq. A conventional sampler 130 samples the equalized signal Veq in synchronization with a data clock Dclk to produce a first sampled data signal Din. Data clock Dclk is, in this example, recovered from the input data using a conventional clock-and-data recovery circuit (CDR) 135. A sampler suitable for use as sampler 130 is described in “0.622-8.0 Gbps 150 mW Serial IO Macrocell with Fully Flexible Preemphasis and Equalization,” by Ramin Farjad-Rad, et al. (2003 Symposium on VLSI Circuits Digest of Technical Papers), which is incorporated herein by reference. Other suitable receive samplers might also be used.
  • An amplitude detector 140 periodically samples, in synchronization with clock signal Dclk, the symbol amplitude Sa of equalized input signal Veq. Some adaptive control logic 145 then calculates the appropriate equalization setting based upon measured symbol amplitudes and adjusts equalizer 125 accordingly. An equalization setting may thus be selected to maximize the amplitude of sampled data at the appropriate sample instant. Receiver 110 additionally includes a data filter 150 that selectively enables amplitude detector 140. Data filter 150 causes amplitude detector 140 to measure and record the amplitude of a subset of possible data patterns, such as those associated with higher frequencies.
  • FIG. 2 depicts portions of receiver 110 of FIG. 1, in accordance with one embodiment, like-labeled elements being the same or similar. FIG. 2 additionally depicts clock reduction circuitry 200 that reduces the frequency of data clock Dclk by e.g. a factor of four to ease the implementation of the adaptive control circuits and logic. For example, in an embodiment in which the frequency of data clock Dclk is 3.125 GHz, clock reduction circuitry 200 divides data clock Dclk by four to produce a 781 MHz sample clock Sclk. Using this lower sample clock frequency, the circuitry of amplitude detector 140 and adaptive control logic 145 can be synthesized using a standard cell library for significantly reduced design time and improved efficiency. Clock reduction circuitry 200 includes a clock divider 205 that divides the frequency of the data clock by a factor K (where in the embodiment depicted in FIG. 2, K=4) to produce an intermediate clock signal Pclk and an edge aligner 210 that aligns intermediate clock Pclk with data clock Dclk to produce a sample clock Sclk.
  • Amplitude detector 140 includes, in this embodiment, a sampler 215, a digital-to-analog converter (DAC) 220, and a ratio circuit 225. To measure the amplitude of equalized signal Veq from equalizer 125, sampler 215 samples signal Veq with respect to a threshold voltage Vth, asserting a second sampled data signal Veq>Vth if the amplitude of signal Veq is greater than threshold voltage Vth at the sample instant defined by sample clock Sclk. The amplitude of signal Veq can thus be measured by comparing the amplitude of signal Veq with a range of threshold voltages Vth. In this example, signal Veq is compared with a range of threshold voltages Vth to determine the highest threshold voltage Vth for which signal Veq exceeds voltage Vth (e.g., the highest value of threshold voltage Vth for which sampled data signal Veq>Vth is a logic one).
  • Ratio circuit 225 filters signal Veq>Vth by accumulating the number of times signal Veq>Vth is asserted for a desired number of samples. In this embodiment, a marker counter 235 establishes the selected number of samples, while a sample counter 230 accumulates the number of times signal Veq>Vth is asserted. Sample counter 230 increments each time the sampled signal Veq is greater than the selected threshold voltage Vth, while marker counter 230 increments each time signal Veq is sampled. Marker counter 235 issues a carry signal Carry upon reaching the desired number of samples, at which time the contents of counter 230 is indicative of the number of samples for which signal Veq exceeded the selected threshold voltage Vth over the number of samples. The contents of counter 230 divided by the count at which marker counter 235 issues carry signal Carry is a measure of the probability that equalized signal Veq exceeded threshold voltage Vth at the sample instants. In one embodiment, equalized signal Veq is considered to exceed threshold voltage Vth when the contents of counter 230 exceeds about 90% of the count at which marker counter 235 issues the carry signal.
  • An AND gate 237 gates signal Veq>Vth using the enable signal from data filter 150. Enable signal En is asserted to enable counters 230 and 235 so that ratio circuit 225 only accumulates data in response to specified data patterns, as determined by data filter 150. When high frequency components of Vin are attenuated relative to its low frequency components, which could be expected to occur, for example, as Vin traveled from transmitter 105 to receiver 110 over channel 115, data filter 150 may be configured to enable ratio circuit 225 in response to input data patterns expressing relatively high frequencies (e.g., a series of alternating ones and zeroes, as opposed to a series of consecutive ones or a series of consecutive zeroes). Data filter 150 can be adjusted, in some embodiments, to enable ratio circuit 225, and thus amplitude detector 140, in response to different patterns, to measure the equalized signal at different frequencies or to optimize the receiver for different frequencies, for example.
  • In one embodiment, control logic 145 examines signals Carry and Sam for each of a range of threshold voltages Vth to measure the amplitude of signal Veq for a given equalizer setting Eq. Control logic 145 then repeatedly measures the amplitude of signal Veq at different equalizer settings to find the equalizer setting that produces the highest amplitude of signal Veq. To accomplish this end, adaptive control logic 145 includes a first register 240 that stores a digital threshold value Vth, a second register 245 that stores the value Vmax currently associated with the highest value of signal Veq, a third register 250 that stores the current equalizer setting Eq, and a fourth register 255 that stores the equalizer setting Emax thus far producing the highest equalized signal amplitude. Though omitted for brevity, adaptive control logic 145 may additionally convey control signals to ratio circuit 225 that enable control logic to reset counters 230 and 235. In some embodiments, counters 230 and 235 can be programmed to sample different numbers of bits, 256, 128, 64, or 32 in one example.
  • FIG. 3 depicts a flow chart illustrating a convergence algorithm 300 that may be used by adaptive control logic 145 and amplitude detector 140, in one embodiment, to select an equalization setting for equalizer 125. FIG. 3 describes one method of operation of a receiver that may be used as receiver 110 of FIGS. 1 and 2.
  • Convergence is initiated when an input signal is detected, at chip start-up, for example (step 305), at which time registers 240, 245, 250, and 255 are each set to zero. Next, an amplitude-detect subroutine 307 indirectly measures the amplitude of signal Veq by finding the highest threshold voltage Vth for which the equalized input signal Veq is greater than the threshold voltage Vth for e.g. about 90% of the sampled symbols. To accomplish this in one embodiment, adaptive control logic 145 first sets threshold count Vth to 1111, a value corresponding to the highest threshold voltage Vth (step 310). Amplitude detector 140 then compares signal Veq with threshold voltage Vth over 256 samples (step 315), incrementing sample counter 230 each time signal Veq is found to exceed voltage Vth. If signal Veq does not exceed voltage Vth over 224 times out of the 256 samples (decision 320), then count Vth is decremented to reduce voltage Vth (step 325) and the comparison of step 315 is repeated. This process is repeated until signal Veq exceeds voltage Vth at least 224 times out of 256 samples (11100000 out of 11111111), in which case threshold count Vth is held in register 240 (step 330) to complete subroutine 307.
  • In the example of FIG. 2, marker counter 235 indicates a maximum count of 256 by asserting a carry signal Carry to adaptive control logic 145. The calculation of the sample ratio may be based upon other numbers of samples, and the ratio used to identify the signal amplitude of Veq may be different. In some embodiments, the number of samples, the ratio, or both are programmable. In one embodiment in which counters 230 and 235 are each eight bits, the signal Sam from counter 230 is the AND of the highest three bits, in which case Sam is a logic one when the value in sampler counter 230 is at least 224 (binary 11100000). Thus, if both Sam and Carry are logic one (Sa=1,1), then sampler counter 230 counted to at least 224 by the time marker counter 235 reached a maximum count and thus generated a carry.
  • In the next decision 335, the current threshold count Vth is compared with count Vmax. If Vth is greater than Vmax, then the current equalizer setting is producing a higher equalized signal amplitude (e.g., a wider eye) than the equalizer setting Emax, the equalizer setting previously associated with the highest equalized signal amplitude. In that case, Vmax is updated with the value Vth and Emax is updated with Eq (step 340). If Vth is not greater than Vmax, then the current equalizer setting is not producing a higher signal amplitude than whatever equalizer setting is currently associated with the highest signal amplitude. In that case, Vmax is held constant while the equalizer setting Eq is increased (step 345). Equalizer setting Eq is increased by two in this example, to more quickly span the range of equalizer settings employed during the convergence process. Other embodiments change the equalizer settings in different steps, different orders, etc.
  • The next decision 350 determines whether the equalizer setting Eq is zero, indicating the count Eq has traversed the available range of equalizer settings and rolled over to zero; if not, the process returns to subroutine 307. This sequence of steps repeats over the range of equalizer settings with step 340 accumulating counts Vmax and Emax, which respectively represent the highest value Vth for which signal Veq exceeds threshold voltage Vth for about 90% of sampled data and the equalization setting responsible for that maximum threshold setting. These final values of Vmax and Emax are held (step 355), completing the convergence process.
  • Convergence algorithm 300 finds the optimal or a near-optimal equalization setting for a given communication channel, and may be repeated as needed to reacquire equalization settings. In some embodiments, for example, receivers adapted in accordance with some embodiments reacquire equalization settings each time power is applied. These and other embodiments may additionally benefit from adaptive equalization schemes that continuously or periodically update equalization settings to account for changes in the system operating environment, such as in response to changes in temperature, supply-voltage, or other factors that impact receiver performance.
  • FIG. 4 is a flowchart illustrating a tracking algorithm 400 that may be implemented by adaptive control logic 145 of FIGS. 1 and 2 in accordance with one embodiment. Some embodiments periodically or continuously execute a tracking algorithm after executing a convergence algorithm, such as, for example, the convergence algorithm 300 of FIG. 3, to adjust for changes, such as noise, for example, in the signaling environment. Briefly, algorithm 400 measures the symbol amplitude of signal Veq for equalizer settings one count above and one count below the current equalizer setting. If one of those settings produces a higher signal amplitude, the equalizer setting is adjusted to that improved setting. Other embodiments repeat the convergence algorithm to adapt to environmental changes or omit the convergence algorithm altogether, relying instead upon a tracking algorithm.
  • After tracking is initiated (step 405), control logic 145 begins by setting register 250 to the value stored in register 255 (step 410). The equalization setting for equalizer 125 is thus set to the value earlier determined to lead to the highest amplitude for signal Veq. If the contents of register 250 is greater than zero (decision 415), then register 250 is decremented to reduce Eq by one (step 420). Amplitude detect subroutine 307, described above in connection with FIG. 3, is then called to measure the amplitude of signal Veq with the new equalizer setting. Per decision 425, if the new equalizer setting produces a higher signal amplitude for Veq, as evinced by a threshold value Vth greater than Vmax, then the contents of registers 245 and 255 are updated with the respective contents of registers 240 and 250 (step 430). The content of register 250 is then incremented (step 435), returning Eq to the value preceding the last instance of step 420.
  • If, at this time, the content of register 250 is less than the maximum count (decision 440), then the content of register 250 is incremented once again (step 445). Amplitude detect subroutine 307 is once again called to measure the amplitude of signal Veq, this time to determine whether a slightly higher equalizer setting provides a higher amplitude signal Veq than the prior equalizer setting (decision 455). If so, then the contents of registers 245 and 255 are updated with the respective contents of registers 240 and 250 (step 460). The tracking algorithm then returns to step 410. Tracking algorithm 400 can be turned off periodically to save power.
  • FIG. 5 schematically depicts equalizer 125 of FIGS. 1 and 2 in accordance with one embodiment. Equalizer 125 includes two nearly identical stages 500 and 505, the second of which is depicted as a black box for ease of illustration. Other embodiments include more or fewer stages. Equalizer stage 500 includes a pair of differential input transistors 515 and 520 with respective loads 525 and 530. Source degeneration is provided by a resistor 535, a transistor 540, and a pair of capacitor-coupled transistors 545 and 550. The capacitance provided by transistors 545 and 550 is in parallel with resistor 535 and transistor 540, so the net impedance between the sources of transistors 515 and 520 decreases with frequency. As a consequence, the gain of equalizer stage 500 increases with frequency. The resistance through transistor 540 can be adjusted to change the source-degeneration resistance, and thus to alter the extent to which the gain of equalizer stage 500 increases with frequency.
  • In an alternative embodiment, source degeneration is provided by one or more floating metal-insulator-metal (MIM) capacitors connected in parallel with resistor 535. One such embodiment is detailed in the above-referenced paper to Farjad-Rad et al. The MIM capacitors can be used instead of or in addition to capacitors 545 and 550.
  • A DAC 555 converts the digital equalization setting Eq from, in this embodiment, adaptive control logic 145 to a gate voltage for transistor 540. The value of the equalization setting thus determines the resistance between the drains of transistors 515 and 520, and consequently the shape of the gain curve of equalizer stage 500. In general, the higher the resistance between the sources of transistors 515 and 520, the more extreme the gain curve of stage 500 over the frequency range of interest. In one embodiment, the output voltage from DAC 555 decreases as setting Eq increases from 000000 to 100000, remaining constant for higher counts. These maximum counts represent highest resistance between the sources of transistors 515 and 520, and consequently maximum equalization for stage 500. The output voltage from a similar DAC (not shown) in stage 505 remains high for counts up to 100000, decreasing count-by-count for higher values. Thus, the lowest equalization setting (Eq=000000) represents the lowest source-degeneration resistance for both stages 500 and 505, while the highest equalization setting (Eq=111111) represents the highest resistance.
  • FIG. 6 schematically depicts a bias-voltage generator 600 for use with equalizer 125 of FIG. 5. A resistor 605 and transistors 610 and 615 form a half-circuit replica of equalizer stage 500, with the input common-mode voltage Vin_com applied to the gate of transistor 610. A feedback loop including an amplifier 620 and a pair of transistors 625 and 630 sets the voltage on the inverting (−) terminal of amplifier 620 equal to the voltage applied to the non-inverting (+) terminal. In an embodiment in which supply voltage Vdd is 1.2 volts, a resistor divider provides one-volt to the non-inverting terminal of amplifier 620. The resulting bias voltage Vbias to stages 500 and 505 establishes a one-volt common-mode voltage for those stages. In some embodiments, lower common-mode voltages are avoided to ensure that transistors 515 and 520 of FIG. 5 are always in saturation. The half circuit of FIG. 6 can be scaled down, by a factor of eight in one example, to save power.
  • FIG. 7 schematically depicts DAC 220 and sampler 215 of FIG. 2 in accordance with one embodiment. DAC 220 includes a sixteen-input multiplexer (MUX) 700 with four select terminals that receive a digital representation of the voltage threshold Vth from adaptive control logic 145. The input terminals of MUX 700 connect to nodes of a voltage divider network. A capacitor at each of the reference voltage steps reduces the AC impedance of each node without using low resistances in the ladder, which would result in high DC current consumption. A low AC impedance causes the selected reference voltage to appear quickly on node Vth for the next sampling period. The effective AC impedances of the input and reference lines are similar, as mismatches may affect the comparison decision. In one embodiment, threshold voltage Vth can be adjusted over a range of from 0.8 volts to 1.2 volts. Threshold voltage Vth is single ended in the embodiment of FIG. 7 to reduce the amount of reference circuitry, though threshold voltage Vth may be differential in other embodiments.
  • In one embodiment, sampler 215 includes a pair of samplers 705 and 710, the outputs of which are combined by an OR gate 715 to produce output signal Veq>Vth. Both samplers 705 and 710 compare equalized signal Veq from equalizer 125 with the voltage difference between supply voltage Vdd and threshold voltage Vth from DAC 220. These two reference terminals are reversed between samplers 705 and 710 so that signal Veq>Vth is a logic one if the absolute value of Veq is greater than the difference between voltages Vdd and Vth. Both samplers 705 and 710 are timed to clock signal Sclk, which is in turn timed to the incoming data, so the comparison between the amplitude of voltage Veq and the difference between voltages Vdd and Vth provides a measure of the eye opening of the received data. Equalization settings are thus based upon measurements of the desired signal characteristic, in contrast to analog methods that fail to distinguish noise from the valid signal.
  • FIG. 8 details an embodiment of clock reduction circuitry 200 of FIG. 2, which reduces the frequency of data clock Dclk by a factor of e.g. four and creates sample clock Sclk edge aligned with data clock Dclk. Reducing the clock frequency simplifies the design of the amplitude detector 140 and adaptive control logic 145, in some cases allowing them to be synthesized using a standard cell library. Edge aligner 210 aligns edges of sample clock Sclk with data clock Dclk so that amplitude measurements made by amplitude detector 140 are indicative of the amplitude detected by sampler 130 (FIG. 1).
  • An edge detector 800 compares the rising edges of data clock Dclk and sample clock Sclk, asserting a late signal Late if an edge of signal Sclk occurs after a corresponding edge of signal Dclk and de-asserting late signal Late if an edge of signal Sclk occurs before an edge of signal Dclk. A four-bit Up/Down counter 805 and a pair of AND gates 810 and 815 collectively act as a digital low-pass filter. This filter generates a down signal DN to a second Up/Down counter 820 when the late signal Late is asserted for eight more clock cycles than de-asserted, and generates an up signal UP when signal Late is de-asserted eight more clock cycles than asserted. Counter 805 resets to a b=1000 state once it overflows (b=1111) or underflows (b=0000).
  • The content of counter 820 controls the delay imposed by a phase picker 825 to control the timing of sample clock Sclk relative to data clock Dclk. Phase picker 825 includes a delay line 830 (e.g., a series of buffers) providing eight phases of clock signal Pclk to respective input terminals of a multiplexer 835. Counter 820 is a saturating counter, so when reaching 111 (or 000) does not roll over to 000 (or 111), when getting another up (or down) pulse. A multiplexer 835 selects one of the eight phases from tapped delay line 830, whose range spans at least half a bit time (0.5 times one unit interval, or 0.5UI, of data clock Dclk) across all corners of operation. In one embodiment, the granularity of delay line 830 does not increase more than 0.2UI, leading to a quantization error of less than 0.1UI. Trim bits to delay line 830 can be included to cover a large range of the operating speeds. In one embodiment, for example, the trim bits allow edge aligner 210 to cover three regions of operation speeds: 4.25-6.25 Gbps, 2.125-3.125 Gbps, and 1.062-1.56 Gbps.
  • FIG. 9 depicts data filter 150 of FIG. 1 in accordance with one embodiment. Signal Veq is measured around signal transitions to best measure the effects of equalization on signal-eye amplitude. Data filter 150 enables amplitude detector 140 around transitions so that the output of amplitude detector 140 accurately represents eye amplitude in the presence of transitions. This configuration allows for optimization of eye openings, or equalized-symbol amplitude, for minimum post-cursor (or post-symbol) and pre-cursor inter-symbol interference (ISI).
  • Data filter 150 includes a pair of flip- flops 900 and 905 timed to data clock Dclk to retain prior samples of a pair of incoming data bits d0 and d1. Pattern detection circuitry 910 monitors the two prior data samples from flip- flops 900 and 905 and the two most recent data samples d0 and d1, producing a logic-one output signal in response to signal transitions. A pair of flip- flops 915 and 920 provides a two-cycle pipeline delay to account for two previous bits and one bit after the monitored bit. A final flip-flop 925 captures the output of flip-flop 920 on falling edges of sample clock Sclk and passes the resulting enable signal En to ratio circuit 225 (FIG. 2). Data filter 150 can be adapted to detect different patterns, and may be programmable in other embodiments.
  • In the foregoing description and in the accompanying drawings, specific terminology and drawing symbols are set forth to provide a thorough understanding of the present invention. In some instances, the terminology and symbols may imply specific details that are not required to practice the invention. For example, the interconnection between circuit elements or circuit blocks may be shown or described as multi-conductor or single conductor signal lines. Each of the multi-conductor signal lines may alternatively be single-conductor signal lines, and each of the single-conductor signal lines may alternatively be multi-conductor signal lines. Signals and signaling paths shown or described as being single-ended may also be differential, and vice-versa. Similarly, signals described or depicted as having active-high or active-low logic levels may have opposite logic levels in alternative embodiments. As another example, circuits described or depicted as including metal oxide semiconductor (MOS) transistors may alternatively be implemented using bipolar technology or any other technology in which a signal-controlled current flow may be achieved. With respect to terminology, a signal is said to be “asserted” when the signal is driven to a low or high logic state (or charged to a high logic state or discharged to a low logic state) to indicate a particular condition. Conversely, a signal is said to be “de-asserted” to indicate that the signal is driven (or charged or discharged) to a state other than the asserted state (including a high or low logic state, or the floating state that may occur when the signal driving circuit is transitioned to a high impedance condition, such as an open drain or open collector condition). A signal driving circuit is said to “output” a signal to a signal receiving circuit when the signal driving circuit asserts (or de-asserts, if explicitly stated or indicated by context) the signal on a signal line coupled between the signal driving and signal receiving circuits. A signal line is said to be “activated” when a signal is asserted on the signal line, and “deactivated” when the signal is de-asserted. Whether a given signal is an active low or an active high will be evident to those of skill in the art.
  • The output of the design process for an integrated circuit may include a computer-readable medium, such as, for example, a magnetic tape, encoded with data structures defining the circuitry can be physically instantiated as in integrated circuit. These data structures are commonly written in Caltech Intermediate Format (CIF) or GDSII, a proprietary binary format. Those of skill in the art of mask preparation can develop such data structures from schematic diagrams of the type detailed above.
  • While the present invention has been described in connection with specific embodiments, variations of these embodiments will be obvious to those of ordinary skill in the art. For example,
      • 1. the amplitude of equalized signal Veq can be measured indirectly by monitoring the output of a second equalizer with input terminals coupled to terminals Vin_p and Vin_n and sharing selected equalizer settings;
      • 2. a single sampler could be used to recover data and measure the amplitude of the equalized symbols (e.g., in a system that supported operational and calibration modes);
      • 3. embodiments of the invention may be adapted for use with multi-pulse-amplitude-modulated (multi-PAM) signals; and
      • 4. signals can be equalized to compensate for distortion other than that caused by the low-pass nature of some channels (e.g., signals can be equalized to compensate for high-pass effect, band-pass effects, or other types of distortion).
      • 5. embodiments of the invention may measure the magnitude of data symbols by detecting a current amplitude, voltage amplitude, or both.
        Moreover, some components are shown directly connected to one another while others are shown connected via intermediate components. In each instance the method of interconnection, or “coupling,” establishes some desired electrical communication between two or more circuit nodes, or terminals. Such coupling may often be accomplished using a number of circuit configurations, as will be understood by those of skill in the art. Therefore, the spirit and scope of the appended claims should not be limited to the foregoing description. Only those claims specifically reciting “means for” or “step for” should be construed in the manner required under the sixth paragraph of 35 U.S.C. § 112.

Claims (21)

1. (canceled)
2. A receiver comprising:
a sampler to issue a decision signal indicative of when an input signal exceeds a threshold voltage;
circuitry to accumulate a first count indicative of a first number of times the input signal has a characteristic and to accumulate a second count indicative of a second number of times the input signal has the characteristic while the decision signal of the sampler indicates that the input signal exceeds the threshold voltage; and
control logic to adjust a parameter of the receiver responsive to the first count and the second count.
3. The receiver of claim 2, wherein the input signal expresses symbols and the characteristic includes a pattern of the symbols.
4. The receiver of claim 2, the control logic to adjust the parameter of the receiver responsive to a ratio of the first count and the second count.
5. The receiver of claim 2, wherein the input signal exhibits an eye opening over time and the control logic adjusts the parameter to increase the eye opening.
6. The receiver of claim 2, further comprising an equalizer to receive and equalize a data signal to produce the input signal as an equalized data signal.
7. The receiver of claim 6, further comprising a data filter to issue an enable signal responsive to a pattern in the input signal.
8. The receiver of claim 7, wherein the pattern includes at least one transition of the input signal.
9. The receiver of claim 6, wherein the control logic, to adjust the parameter, adjusts an equalization setting of the equalizer.
10. The receiver of claim 2, wherein the sampler issues the decision signal in synchronization with a sample-clock signal.
11. The receiver of claim 10, further comprising a second sampler to issue a second detection signal in synchronization with a data-clock signal.
12. The receiver of claim 11, wherein the sample-clock signal is of a lower frequency than the data-clock signal.
13. A method of equalizing an input signal to produce an equalized signal of an equalized-signal amplitude, the method comprising:
equalizing the input signal at an equalizer setting;
accumulating a first count indicative of a first number of times the equalized signal exhibits a characteristic;
accumulating a second count indicative of a second number of times the equalized signal exceeds a threshold while exhibiting the characteristic; and
adjusting the equalizer setting responsive to the first count and the second count.
14. The method of claim 13, wherein the equalized signal expresses symbols and the characteristic includes a pattern of the symbols.
15. The method of claim 14, wherein the pattern of the symbols includes at least one transition of the equalized signal.
16. The method of claim 13, wherein adjusting the equalizer setting responsive to the first count and the second count comprises adjusting the equalizer responsive to a ratio of the first count to the second count.
17. The method of claim 13, wherein the equalized signal exhibits an eye opening over time, and wherein the second count is a function of the eye opening.
18. The method of claim 13, further comprising adjusting the threshold responsive to at least one of the first count and the second count.
19. The method of claim 18, wherein the threshold comprises a voltage.
20. The method of claim 13, further comprising sampling the equalized signal in synchronization with a sample-clock signal of a first frequency and accumulating the first count in synchronization with a second clock signal of a second frequency lower than the first frequency.
21. The method of claim 20, further comprising accumulating the second count in synchronization with the second clock signal.
US15/978,506 2004-05-21 2018-05-14 Methods and circuits for adaptive equalization Expired - Lifetime US10291440B2 (en)

Priority Applications (5)

Application Number Priority Date Filing Date Title
US15/978,506 US10291440B2 (en) 2004-05-21 2018-05-14 Methods and circuits for adaptive equalization
US16/394,752 US10581648B2 (en) 2004-05-21 2019-04-25 Methods and circuits for adaptive equalization
US16/791,070 US10880131B2 (en) 2004-05-21 2020-02-14 Methods and circuits for adaptive equalization
US17/101,657 US11153133B2 (en) 2004-05-21 2020-11-23 Methods and circuits for adaptive equalization
US17/482,659 US11665028B2 (en) 2004-05-21 2021-09-23 Methods and circuits for adaptive equalization

Applications Claiming Priority (9)

Application Number Priority Date Filing Date Title
US57295104P 2004-05-21 2004-05-21
US10/938,373 US7639736B2 (en) 2004-05-21 2004-09-10 Adaptive receive-side equalization
US12/543,983 US8446940B2 (en) 2004-05-21 2009-08-19 Adaptive receive-side equalization
US12/615,824 US8396109B2 (en) 2004-05-21 2009-11-10 Adaptive receive-side equalization
US13/797,948 US8705606B2 (en) 2004-05-21 2013-03-12 Methods and circuits for adaptive equalization
US14/225,580 US9112739B2 (en) 2004-05-21 2014-03-26 Methods and circuits for adaptive equalization
US14/818,171 US9544170B2 (en) 2004-05-21 2015-08-04 Methods and circuits for adaptive equalization
US15/402,981 US9985806B2 (en) 2004-05-21 2017-01-10 Methods and circuits for adaptive equalization
US15/978,506 US10291440B2 (en) 2004-05-21 2018-05-14 Methods and circuits for adaptive equalization

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
US15/402,981 Continuation US9985806B2 (en) 2004-05-21 2017-01-10 Methods and circuits for adaptive equalization

Related Child Applications (1)

Application Number Title Priority Date Filing Date
US16/394,752 Continuation US10581648B2 (en) 2004-05-21 2019-04-25 Methods and circuits for adaptive equalization

Publications (2)

Publication Number Publication Date
US20180337806A1 true US20180337806A1 (en) 2018-11-22
US10291440B2 US10291440B2 (en) 2019-05-14

Family

ID=34970427

Family Applications (12)

Application Number Title Priority Date Filing Date
US10/938,373 Active 2026-10-07 US7639736B2 (en) 2004-05-21 2004-09-10 Adaptive receive-side equalization
US12/543,983 Expired - Lifetime US8446940B2 (en) 2004-05-21 2009-08-19 Adaptive receive-side equalization
US12/615,824 Active 2024-12-08 US8396109B2 (en) 2004-05-21 2009-11-10 Adaptive receive-side equalization
US13/797,948 Expired - Lifetime US8705606B2 (en) 2004-05-21 2013-03-12 Methods and circuits for adaptive equalization
US14/225,580 Expired - Lifetime US9112739B2 (en) 2004-05-21 2014-03-26 Methods and circuits for adaptive equalization
US14/818,171 Expired - Lifetime US9544170B2 (en) 2004-05-21 2015-08-04 Methods and circuits for adaptive equalization
US15/402,981 Expired - Lifetime US9985806B2 (en) 2004-05-21 2017-01-10 Methods and circuits for adaptive equalization
US15/978,506 Expired - Lifetime US10291440B2 (en) 2004-05-21 2018-05-14 Methods and circuits for adaptive equalization
US16/394,752 Expired - Fee Related US10581648B2 (en) 2004-05-21 2019-04-25 Methods and circuits for adaptive equalization
US16/791,070 Expired - Lifetime US10880131B2 (en) 2004-05-21 2020-02-14 Methods and circuits for adaptive equalization
US17/101,657 Expired - Lifetime US11153133B2 (en) 2004-05-21 2020-11-23 Methods and circuits for adaptive equalization
US17/482,659 Expired - Lifetime US11665028B2 (en) 2004-05-21 2021-09-23 Methods and circuits for adaptive equalization

Family Applications Before (7)

Application Number Title Priority Date Filing Date
US10/938,373 Active 2026-10-07 US7639736B2 (en) 2004-05-21 2004-09-10 Adaptive receive-side equalization
US12/543,983 Expired - Lifetime US8446940B2 (en) 2004-05-21 2009-08-19 Adaptive receive-side equalization
US12/615,824 Active 2024-12-08 US8396109B2 (en) 2004-05-21 2009-11-10 Adaptive receive-side equalization
US13/797,948 Expired - Lifetime US8705606B2 (en) 2004-05-21 2013-03-12 Methods and circuits for adaptive equalization
US14/225,580 Expired - Lifetime US9112739B2 (en) 2004-05-21 2014-03-26 Methods and circuits for adaptive equalization
US14/818,171 Expired - Lifetime US9544170B2 (en) 2004-05-21 2015-08-04 Methods and circuits for adaptive equalization
US15/402,981 Expired - Lifetime US9985806B2 (en) 2004-05-21 2017-01-10 Methods and circuits for adaptive equalization

Family Applications After (4)

Application Number Title Priority Date Filing Date
US16/394,752 Expired - Fee Related US10581648B2 (en) 2004-05-21 2019-04-25 Methods and circuits for adaptive equalization
US16/791,070 Expired - Lifetime US10880131B2 (en) 2004-05-21 2020-02-14 Methods and circuits for adaptive equalization
US17/101,657 Expired - Lifetime US11153133B2 (en) 2004-05-21 2020-11-23 Methods and circuits for adaptive equalization
US17/482,659 Expired - Lifetime US11665028B2 (en) 2004-05-21 2021-09-23 Methods and circuits for adaptive equalization

Country Status (2)

Country Link
US (12) US7639736B2 (en)
WO (1) WO2005117378A1 (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20200084074A1 (en) * 2018-09-10 2020-03-12 International Business Machines Corporation Transmitter with fully re-assignable segments for reconfigurable ffe taps
US11204888B2 (en) 2020-02-12 2021-12-21 Samsung Display Co., Ltd. System and method for controlling CDR and CTLE parameters
US20230344681A1 (en) * 2022-04-22 2023-10-26 Samsung Electronics Co., Ltd. Real-time dc-balance aware afe offset cancellation

Families Citing this family (57)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7006810B1 (en) * 2002-12-19 2006-02-28 At&T Corp. Method of selecting receive antennas for MIMO systems
US7126378B2 (en) 2003-12-17 2006-10-24 Rambus, Inc. High speed signaling system with adaptive transmit pre-emphasis
US7408981B2 (en) * 2003-05-20 2008-08-05 Rambus Inc. Methods and circuits for performing margining tests in the presence of a decision feedback equalizer
US7627029B2 (en) 2003-05-20 2009-12-01 Rambus Inc. Margin test methods and circuits
US7336749B2 (en) * 2004-05-18 2008-02-26 Rambus Inc. Statistical margin test methods and circuits
US7590175B2 (en) * 2003-05-20 2009-09-15 Rambus Inc. DFE margin test methods and circuits that decouple sample and feedback timing
US7639736B2 (en) 2004-05-21 2009-12-29 Rambus Inc. Adaptive receive-side equalization
US7139142B2 (en) * 2004-10-29 2006-11-21 International Business Machines Corporation Determination of magnetic tape write quality employing write equalization transitions
US8085880B2 (en) * 2004-12-23 2011-12-27 Rambus Inc. Amplitude monitor for high-speed signals
KR100795724B1 (en) * 2005-08-24 2008-01-17 삼성전자주식회사 Circuit for measuring eye size, receiver for data communication system, method of measuring the eye size
GB2432063B (en) * 2005-11-01 2009-09-09 Zetex Semiconductors Plc A multiplexer
US8331512B2 (en) 2006-04-04 2012-12-11 Rambus Inc. Phase control block for managing multiple clock domains in systems with frequency offsets
US7639737B2 (en) 2006-04-27 2009-12-29 Rambus Inc. Adaptive equalization using correlation of edge samples with data patterns
US8861580B2 (en) * 2006-05-16 2014-10-14 Agere Systems Llc Method and apparatus for determining one or more channel compensation parameters based on data eye monitoring
US7782934B2 (en) * 2006-09-18 2010-08-24 Silicon Image, Inc. Parameter scanning for signal over-sampling
US20080159371A1 (en) * 2006-12-27 2008-07-03 Richard Mellitz Common mode adaptive equalization
EP2119156B1 (en) * 2007-01-08 2015-03-11 Rambus Inc. Adaptive continuous-time equalizer for correcting the first post-cursor isi
WO2009099595A1 (en) 2008-02-01 2009-08-13 Rambus, Inc. Receiver with enhanced clock and data recovery
US8045608B2 (en) * 2008-07-30 2011-10-25 Agere Systems Inc. Adaptive equalization employing pattern recognition
US8045609B2 (en) * 2008-07-30 2011-10-25 Agere Systems Inc. Adaptive equalization employing pattern recognition
US8243782B2 (en) * 2009-06-29 2012-08-14 Lsi Corporation Statistically-adapted receiver and transmitter equalization
JP5437086B2 (en) * 2010-01-13 2014-03-12 株式会社Nttドコモ Radio relay station apparatus, radio base station apparatus, and transmission power control method
US8649686B1 (en) 2010-11-24 2014-02-11 Applied Micro Circuits Corporation System and method for closed-loop optical network power backoff
US8553754B2 (en) * 2010-12-20 2013-10-08 Advanced Micro Devices, Inc. Method and apparatus for using DFE in a system with non-continuous data
US9008196B2 (en) * 2011-04-28 2015-04-14 International Business Machines Corporation Updating interface settings for an interface
US8798126B2 (en) * 2011-10-31 2014-08-05 Hewlett-Packard Development Company, L.P. Receiver calibration using offset-data error rates
US9059874B2 (en) * 2012-08-15 2015-06-16 Marvell World Trade Ltd. Switched continuous time linear equalizer with integrated sampler
US9049068B1 (en) 2012-08-15 2015-06-02 Marvell International Ltd. Multipath continuous time linear equalizer with allpass filter
US9367385B2 (en) 2013-03-12 2016-06-14 Marvell World Trade Ltd. High speed serial data receiver architecture with dual error comparators
US9350331B2 (en) 2013-03-14 2016-05-24 Marvell World Trade Ltd. High speed latch with over voltage protection and integrated summing nodes
US9100094B2 (en) * 2013-04-25 2015-08-04 Nvidia Corporation System and method for tuning a serial link
US8885695B1 (en) 2013-06-26 2014-11-11 Global Unichip Corporation Receiver circuit
US8867602B1 (en) * 2013-07-30 2014-10-21 Lsi Corporation Pre and post-acquisition tap quantization adjustment in decision feedback equalizer
US9071477B2 (en) 2013-10-09 2015-06-30 Global Unichip Corporation Method and associated processing module for interconnection system
TW201541872A (en) * 2014-04-24 2015-11-01 Jmicron Technology Corp Equalizer control method and equalizer control apparatus
US9825626B2 (en) 2015-03-30 2017-11-21 Qualcomm Incorporated Programmable high-speed equalizer and related method
US9715887B2 (en) * 2015-12-28 2017-07-25 Avago Technologies General Ip (Singapore) Pte. Ltd. Magnetic recording system using pattern dependent writer having register pages for storing write currents
US9729119B1 (en) * 2016-03-04 2017-08-08 Atmel Corporation Automatic gain control for received signal strength indication
US10033555B2 (en) 2016-09-14 2018-07-24 Analog Devices, Inc. Equalizer circuit optimization using coarse frequency detection
US10038577B2 (en) * 2016-12-29 2018-07-31 Texas Instruments Incorporated Equalizer boost setting
TWI642063B (en) * 2017-10-13 2018-11-21 群聯電子股份有限公司 Equalizer tuning method, signal receiving circuit and a memory storage device
WO2019133184A1 (en) * 2017-12-28 2019-07-04 Microsemi Storage Solutions, Inc. System and method for drift compensation in data communications
US10341147B1 (en) 2018-02-06 2019-07-02 Megachips Corporation High performance equalizer achieving low deterministic jitter across PVT for various channel lengths and data rates
KR102478782B1 (en) 2018-05-18 2022-12-20 삼성전자주식회사 Eye opening measurement circuit calculating difference between sigma levels, receiver including the same, and method for measuring eye opening
JP7033786B2 (en) * 2018-07-13 2022-03-11 ザインエレクトロニクス株式会社 Equalizer adjustment device, equalizer adjustment method, receiver and transmission / reception system
US11228418B2 (en) * 2018-11-30 2022-01-18 International Business Machines Corporation Real-time eye diagram optimization in a high speed IO receiver
KR102583820B1 (en) * 2018-12-26 2023-09-27 에스케이하이닉스 주식회사 Data transmission circuit
US11240073B2 (en) * 2019-10-31 2022-02-01 Oracle International Corporation Adapative receiver with pre-cursor cancelation
US11533205B2 (en) 2020-09-21 2022-12-20 Texas Instruments Incorporated Adaptive equalizer for redriver
CN112367281B (en) * 2020-11-09 2022-11-04 吉首大学 Equalizing system of PAM4 signal receiving end threshold voltage self-adaptive adjusting circuit
US20220165318A1 (en) * 2020-11-20 2022-05-26 Texas Instruments Incorporated Automatic serial bus equalization trim
US11477059B2 (en) 2020-12-09 2022-10-18 Rambus Inc. Circuits and methods for detecting and unlocking edge-phase lock
US11563605B2 (en) 2021-04-07 2023-01-24 Kandou Labs SA Horizontal centering of sampling point using multiple vertical voltage measurements
US11831323B2 (en) 2021-04-13 2023-11-28 Cadence Design Systems, Inc. Methods and circuits for reducing clock jitter
US11374800B1 (en) * 2021-04-14 2022-06-28 Kandou Labs SA Continuous time linear equalization and bandwidth adaptation using peak detector
US11496282B1 (en) * 2021-06-04 2022-11-08 Kandou Labs, S.A. Horizontal centering of sampling point using vertical vernier
US12113651B2 (en) * 2022-07-18 2024-10-08 Cisco Technology, Inc. Transmitter equalization optimization for ethernet chip-to-module (C2M) compliance

Family Cites Families (119)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8971A (en) * 1852-05-25 Improvement in lubricating-oils
US8296A (en) * 1851-08-12 Improvement in sewing-machines
US8970A (en) * 1852-05-25 Flour-bolt
US5607A (en) * 1848-05-30 remington
US8299A (en) * 1851-08-19 Improvement in the manufacture of brushes
US5883A (en) * 1848-10-24 Improvement in horse-rakes
US5296A (en) * 1847-09-18 Cooking-stove
US8298A (en) * 1851-08-19 Ventilating- and excluding dust from railroad-cars
US5185A (en) * 1847-07-10 benson
US8297A (en) * 1851-08-12 Shoulder-brace combined with abdominal supporter
US572951A (en) * 1896-12-15 Bottle-stopper
US5206A (en) * 1847-07-31 Improvement in making bottles
US8969A (en) * 1852-05-25 Improvement in worm-tubs of stills
JPS5378146A (en) * 1976-12-22 1978-07-11 Hitachi Ltd Variable equalizer
JPS57152855U (en) * 1981-03-20 1982-09-25
JPS60176324A (en) 1984-02-22 1985-09-10 Pioneer Electronic Corp Waveform shaping circuit
US4750155A (en) * 1985-09-19 1988-06-07 Xilinx, Incorporated 5-Transistor memory cell which can be reliably read and written
EP0233679B1 (en) * 1986-01-18 1990-11-07 Hewlett-Packard Limited Non intrusive channel impairment analyser
US5293405A (en) * 1991-10-31 1994-03-08 International Business Machines Corp. Adaptive equalization and regeneration system
US5384551A (en) 1993-02-25 1995-01-24 Delco Electronics Corporation Fast locking phase locked loop frequency synthesizer
US5682112A (en) * 1994-05-18 1997-10-28 Nec Corporation Phase locked loop control apparatus
JPH0845188A (en) 1994-07-29 1996-02-16 Sony Corp Recording method and its recording device and reproducing device
US5850422A (en) 1995-07-21 1998-12-15 Symbios, Inc. Apparatus and method for recovering a clock signal which is embedded in an incoming data stream
US5838740A (en) * 1996-04-17 1998-11-17 Motorola, Inc. Crosspole interference canceling receiver for signals with unrelated baud rates
US5771127A (en) * 1996-07-29 1998-06-23 Cirrus Logic, Inc. Sampled amplitude read channel employing interpolated timing recovery and a remod/demod sequence detector
US5844431A (en) * 1996-09-18 1998-12-01 Exar Corporation Low noise low power CMOS correlated double sampler
US5764695A (en) * 1996-11-26 1998-06-09 Lucent Technologies Inc. Adaptive line equalizer
US6570916B1 (en) * 1997-03-04 2003-05-27 Semiconductor Components Industries Llc Adaptive equalization circuit and method
US6266379B1 (en) * 1997-06-20 2001-07-24 Massachusetts Institute Of Technology Digital transmitter with equalization
US6020729A (en) * 1997-12-16 2000-02-01 Volterra Semiconductor Corporation Discrete-time sampling of data for use in switching regulators
US6192071B1 (en) * 1997-12-19 2001-02-20 3Com Corporation Detecting overequalization for adapting equalization and offset for data transmissions
US5991339A (en) * 1998-01-16 1999-11-23 Intel Corporation Adaptive equalization using a minimum- jitter criterion
JP3788684B2 (en) * 1998-03-06 2006-06-21 パイオニア株式会社 Waveform equalizer and data reproducing apparatus using the same
US5999056A (en) * 1998-06-30 1999-12-07 Philips Electronics North Amercia Corporation Variable gain amplifier using impedance network
US6329874B1 (en) * 1998-09-11 2001-12-11 Intel Corporation Method and apparatus for reducing standby leakage current using a leakage control transistor that receives boosted gate drive during an active mode
US6038266A (en) 1998-09-30 2000-03-14 Lucent Technologies, Inc. Mixed mode adaptive analog receive architecture for data communications
US6496911B1 (en) * 1998-10-02 2002-12-17 International Business Machines Corporation Apparatus for memory bus tuning and methods therefor
US6282690B1 (en) 1999-01-14 2001-08-28 Texas Instruments Incorporated Parity insertion with precoder feedback in a read channel
US6438187B1 (en) 1999-02-23 2002-08-20 Rockwell Collins, Inc. Phase processor for data pattern correlator
JP3683120B2 (en) * 1999-04-16 2005-08-17 松下電器産業株式会社 Clock regenerator
US6504884B1 (en) 1999-05-12 2003-01-07 Analog Devices, Inc. Method for correcting DC offsets in a receiver
US6265911B1 (en) * 1999-12-02 2001-07-24 Analog Devices, Inc. Sample and hold circuit having improved linearity
US6572951B2 (en) 2000-03-31 2003-06-03 Nippon Paper Industries Co., Ltd. Printing sheet
AU2001257348A1 (en) * 2000-04-28 2001-11-12 Broadcom Corporation Methods and systems for adaptive receiver equalization
US7333578B2 (en) * 2000-05-22 2008-02-19 The Board Of Trustees Of The Leland Stanford Junior University Linear data recovery phase detector
US6731683B1 (en) * 2000-10-02 2004-05-04 Lsi Logic Corporation Serial data communication receiver having adaptive equalization
US6757327B1 (en) * 2000-10-02 2004-06-29 Lsi Logic Corporation Serial data communication receiver having adaptive termination resistors
JP2002191094A (en) * 2000-10-12 2002-07-05 Pioneer Electronic Corp Speaker damper and manufacturing method therefor
US6975678B1 (en) * 2001-03-30 2005-12-13 Vuong Kim Le Apparatus and averaging method for equalizing signals
KR100893421B1 (en) * 2001-04-16 2009-04-17 톰슨 라이센싱 Demodulator for high definition television receiver
US6429692B1 (en) * 2001-06-19 2002-08-06 Octillion Communications, Inc. High speed data sampling with reduced metastability
JP3731505B2 (en) * 2001-07-18 2006-01-05 日本電気株式会社 Optical receiver, optical data signal waveform optimization method, and optical data signal waveform optimization program
US7315594B2 (en) 2001-07-27 2008-01-01 International Business Machines Corporation Clock data recovering system with external early/late input
TW516277B (en) * 2001-08-01 2003-01-01 Via Tech Inc Receiver and compensation method of the same
US7158567B2 (en) * 2001-09-11 2007-01-02 Vitesse Semiconductor Corporation Method and apparatus for improved high-speed FEC adaptive equalization
US6624688B2 (en) * 2002-01-07 2003-09-23 Intel Corporation Filtering variable offset amplifer
US6611218B1 (en) 2002-01-09 2003-08-26 Xilinx, Inc. Transmitter with multiphase data combiner for parallel to serial data conversion
DE10203596C1 (en) 2002-01-30 2003-08-14 Infineon Technologies Ag Procedure for sampling phase control
US6744330B1 (en) * 2002-02-21 2004-06-01 Conexant Systems, Inc. Adaptive analog equalizer
US20040032813A1 (en) * 2002-06-05 2004-02-19 Samsung Electronics Co., Ltd. Optical disc having plurality of recording layers, recording method and reproducing method therefor
US7486894B2 (en) * 2002-06-25 2009-02-03 Finisar Corporation Transceiver module and integrated circuit with dual eye openers
US20040005001A1 (en) * 2002-07-02 2004-01-08 Jones Keith R. Gain adaptive equalizer
US6982587B2 (en) * 2002-07-12 2006-01-03 Rambus Inc. Equalizing transceiver with reduced parasitic capacitance
US7664170B2 (en) * 2002-07-22 2010-02-16 Broadcom Corporation Bit stream linear equalizer with AGC loop
US7321612B2 (en) * 2002-07-22 2008-01-22 Broadcom Corporation Bit stream conditioning circuit having adjustable PLL bandwidth
TW577207B (en) * 2002-09-17 2004-02-21 Via Tech Inc Method and circuit adapted for blind equalizer
TWI298223B (en) 2002-11-04 2008-06-21 Mstar Semiconductor Inc Data recovery circuit, phase detection circuit and method for detecting and correcting phase conditions
US7035330B2 (en) * 2002-12-17 2006-04-25 Scintera Networks, Inc. Decision feedback equalizer with dynamic feedback control
JP4016143B2 (en) * 2003-01-29 2007-12-05 ソニー株式会社 Reproduction signal waveform processing apparatus and reproduction signal waveform processing method
WO2004088857A2 (en) * 2003-03-26 2004-10-14 Quellan, Inc. Method and system for equalizing communication signals
US7126378B2 (en) 2003-12-17 2006-10-24 Rambus, Inc. High speed signaling system with adaptive transmit pre-emphasis
US7092472B2 (en) 2003-09-16 2006-08-15 Rambus Inc. Data-level clock recovery
US7397848B2 (en) * 2003-04-09 2008-07-08 Rambus Inc. Partial response receiver
US6956917B2 (en) * 2003-04-17 2005-10-18 Finisar Corporation Method and apparatus for reducing interference in an optical data stream using data-independent equalization
US7194025B2 (en) 2003-06-16 2007-03-20 Harris Corporation Updating adaptive equalizer coefficients using known or predictable bit patterns distributed among unknown data
US7688887B2 (en) 2003-09-02 2010-03-30 Gennum Corporation Precision adaptive equalizer
US6992855B2 (en) * 2003-09-18 2006-01-31 Matsushita Electric Industrial Co., Ltd. Methods for limiting channel control values to thereby improve servo-demodulation robustness
US7277516B2 (en) * 2003-10-14 2007-10-02 Realtek Semiconductor Corp Adaptive equalization system for a signal receiver
US7496161B2 (en) * 2003-10-14 2009-02-24 Realtek Semiconductor Corporation Adaptive equalization system for a signal receiver
US20050108600A1 (en) 2003-11-19 2005-05-19 Infineon Technologies Ag Process and device for testing a serializer circuit arrangement and process and device for testing a deserializer circuit arrangement
US7233164B2 (en) 2003-12-17 2007-06-19 Rambus Inc. Offset cancellation in a multi-level signaling system
US7920601B2 (en) 2003-12-19 2011-04-05 Gentex Corporation Vehicular communications system having improved serial communication
US7315596B2 (en) 2004-02-17 2008-01-01 Texas Instruments Incorporated Interpolator based clock and data recovery (CDR) circuit with digitally programmable BW and tracking capability
JP4331641B2 (en) * 2004-04-09 2009-09-16 富士通株式会社 Receiver circuit having equalization circuit
US7782932B2 (en) * 2004-04-23 2010-08-24 Texas Instruments Incorporated Circuit and method for evaluating the performance of an adaptive decision feedback equalizer-based serializer deserializer and serdes incorporating the same
US7639736B2 (en) * 2004-05-21 2009-12-29 Rambus Inc. Adaptive receive-side equalization
US7623600B2 (en) 2004-06-02 2009-11-24 Broadcom Corporation High speed receive equalizer architecture
US7961823B2 (en) 2004-06-02 2011-06-14 Broadcom Corporation System and method for adjusting multiple control loops using common criteria
US7406135B2 (en) 2004-06-22 2008-07-29 International Business Machines Corporation Reducing power consumption in signal detection
US7038510B2 (en) 2004-07-02 2006-05-02 Broadcom Corporation Phase adjustment method and circuit for DLL-based serial data link transceivers
US7397876B2 (en) 2004-08-11 2008-07-08 International Business Machines Corporation Methods and arrangements for link power reduction
US7400675B2 (en) * 2004-08-27 2008-07-15 Mindspeed Technologies, Inc. System and method for digital adaptive equalization with failure detection and recovery
US7555091B1 (en) 2004-10-26 2009-06-30 National Semiconductor Corporation System and method for providing a clock and data recovery circuit with a self test capability
EP2375662B1 (en) 2005-01-20 2018-09-26 Rambus Inc. High-speed signaling systems with adaptable pre-emphasis and equalization
GB0504425D0 (en) 2005-03-03 2005-04-06 Texas Instruments Ltd Equalisation circuit
US7325175B2 (en) 2005-05-04 2008-01-29 Broadcom Corporation Phase adjust using relative error
US7702053B2 (en) 2005-05-05 2010-04-20 Broadcom Corporation State based algorithm to minimize mean squared error
US7769110B2 (en) 2005-05-13 2010-08-03 Broadcom Corporation Threshold adjust system and method
WO2006128114A1 (en) 2005-05-24 2006-11-30 Intersymbol Communications, Inc. Pattern-dependent phase detector for clock recovery
JP2006344294A (en) 2005-06-09 2006-12-21 Hitachi Ltd Information reproducing device and reproducing signal processing circuit
US7873132B2 (en) 2005-09-21 2011-01-18 Hewlett-Packard Development Company, L.P. Clock recovery
US20070110199A1 (en) 2005-11-15 2007-05-17 Afshin Momtaz Receive equalizer with adaptive loops
US7616686B2 (en) 2006-02-17 2009-11-10 Agere Systems Inc. Method and apparatus for generating one or more clock signals for a decision-feedback equalizer using DFE detected data
US7639737B2 (en) 2006-04-27 2009-12-29 Rambus Inc. Adaptive equalization using correlation of edge samples with data patterns
US7912161B2 (en) * 2006-11-07 2011-03-22 Cortina Systems, Inc. Method and apparatus for layer 1 / layer 2 convergence declaration for an adaptive equalizer
EP2119156B1 (en) 2007-01-08 2015-03-11 Rambus Inc. Adaptive continuous-time equalizer for correcting the first post-cursor isi
US7916780B2 (en) * 2007-04-09 2011-03-29 Synerchip Co. Ltd Adaptive equalizer for use with clock and data recovery circuit of serial communication link
US8341065B2 (en) 2007-09-13 2012-12-25 Microsoft Corporation Continuous betting interface to prediction market
JP4558028B2 (en) * 2007-11-06 2010-10-06 ザインエレクトロニクス株式会社 Clock data recovery device
US8045609B2 (en) * 2008-07-30 2011-10-25 Agere Systems Inc. Adaptive equalization employing pattern recognition
US8243782B2 (en) * 2009-06-29 2012-08-14 Lsi Corporation Statistically-adapted receiver and transmitter equalization
JPWO2012017609A1 (en) * 2010-08-03 2013-09-19 パナソニック株式会社 Adaptive reception system and adaptive transmission / reception system
TWI459769B (en) * 2010-12-30 2014-11-01 Phison Electronics Corp Adaptive equalizer and adaptive equalizing method
US8917803B1 (en) * 2011-05-03 2014-12-23 Xilinx, Inc. Circuits and methods for characterizing a receiver of a communication signal
MX2014002669A (en) * 2011-09-09 2014-06-04 Entropic Communications Inc Systems and methods for performing phase tracking within an adc-based tuner.
US20130142057A1 (en) * 2011-12-01 2013-06-06 Broadcom Corporation Control Channel Acquisition
US9014299B2 (en) * 2012-12-07 2015-04-21 Maxim Integrated Products, Inc. Digital pre-distortion system for radio frequency transmitters with reduced sampling rate in observation loop
US9699006B1 (en) * 2015-12-14 2017-07-04 Fujitsu Limited Sign-based adaptive control with automatically-selected filter patterns
US9755864B1 (en) * 2016-03-07 2017-09-05 Huawei Technologies Co., Ltd Fractionally spaced adaptive equalizer with non-integer sampling

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20200084074A1 (en) * 2018-09-10 2020-03-12 International Business Machines Corporation Transmitter with fully re-assignable segments for reconfigurable ffe taps
US10924310B2 (en) * 2018-09-10 2021-02-16 International Business Machines Corporation Transmitter with fully re-assignable segments for reconfigurable FFE taps
US11204888B2 (en) 2020-02-12 2021-12-21 Samsung Display Co., Ltd. System and method for controlling CDR and CTLE parameters
US20230344681A1 (en) * 2022-04-22 2023-10-26 Samsung Electronics Co., Ltd. Real-time dc-balance aware afe offset cancellation
US11881969B2 (en) * 2022-04-22 2024-01-23 Samsung Display Co., Ltd. Real-time DC-balance aware AFE offset cancellation

Also Published As

Publication number Publication date
US10581648B2 (en) 2020-03-03
US20210126818A1 (en) 2021-04-29
US20100046597A1 (en) 2010-02-25
US10880131B2 (en) 2020-12-29
US20130315290A1 (en) 2013-11-28
US20100054323A1 (en) 2010-03-04
US20150349989A1 (en) 2015-12-03
WO2005117378A1 (en) 2005-12-08
US20140341266A1 (en) 2014-11-20
US20200252243A1 (en) 2020-08-06
US10291440B2 (en) 2019-05-14
US9985806B2 (en) 2018-05-29
US8446940B2 (en) 2013-05-21
US7639736B2 (en) 2009-12-29
US20170180163A1 (en) 2017-06-22
US8396109B2 (en) 2013-03-12
US20190268188A1 (en) 2019-08-29
US9112739B2 (en) 2015-08-18
US8705606B2 (en) 2014-04-22
US11153133B2 (en) 2021-10-19
US20050259726A1 (en) 2005-11-24
US20220078052A1 (en) 2022-03-10
US9544170B2 (en) 2017-01-10
US11665028B2 (en) 2023-05-30

Similar Documents

Publication Publication Date Title
US11665028B2 (en) Methods and circuits for adaptive equalization
US20230082649A1 (en) High-speed signaling systems and methods with adaptable, continuous-time equalization
US20210399929A1 (en) Adaptive equalization using correlation of data patterns with errors
US9397823B2 (en) Methods and circuits for reducing clock jitter

Legal Events

Date Code Title Description
FEPP Fee payment procedure

Free format text: ENTITY STATUS SET TO UNDISCOUNTED (ORIGINAL EVENT CODE: BIG.); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY

STPP Information on status: patent application and granting procedure in general

Free format text: NOTICE OF ALLOWANCE MAILED -- APPLICATION RECEIVED IN OFFICE OF PUBLICATIONS

AS Assignment

Owner name: RAMBUS INC, CALIFORNIA

Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:FARJAD-RAD, RAMIN;REEL/FRAME:048071/0898

Effective date: 20040603

STPP Information on status: patent application and granting procedure in general

Free format text: PUBLICATIONS -- ISSUE FEE PAYMENT VERIFIED

STCF Information on status: patent grant

Free format text: PATENTED CASE

MAFP Maintenance fee payment

Free format text: PAYMENT OF MAINTENANCE FEE, 4TH YEAR, LARGE ENTITY (ORIGINAL EVENT CODE: M1551); ENTITY STATUS OF PATENT OWNER: LARGE ENTITY

Year of fee payment: 4